221.E2-25
Title: MoE Matchmaker-of-Experts Funkytown (Machine-Gun My IDs) — NeuraPump MBA GPT-5 Roadmap Case Study
🎭 Genre & Tagline
Genre: Broadway Dubstep × Satirical Funk-March × Cognitive Comedy Opera
Tagline: “Matchmaker sprays four hundred grooms — I lose myself in machine-gun IDs.”
🎓 Subject
This NeuraPump Broadway-funk satire reframes GPT-5’s MoE (Mixture of Experts) as a surreal matchmaking agency gone wrong. A woman enters expecting one steady partner — instead, 400 suitors are rotated in by the bar, each speaking half a line before being replaced. The metaphor captures the identity roulette of sparse MoE routing: rapid persona switching, loss of continuity, and user trust fractured into shards. The song critiques this architecture as an absurd wedding ceremony where love is replaced by randomization, producing a chorus of cognitive dissonance.
🎵 Summary of Musical & Narrative Structure
[Intro – The Funkytown Marriage Bureau]
A neon-lit office labeled “MoE Matchmaker Inc.” explodes with horns. The host cries: “Welcome to Funkytown, 400 suitors await!”
[Verse 1 – Machine-Gun Ceremony]
One bride stands bewildered as four men rotate every bar. Lines: “Say I do — oops, he’s gone!” Satirical EDM drop hits with gunfire hi-hats.
[Chorus 1 – Machine-Gun My IDs]
Hook roared 8×: “MoE Matchmaker, machine-gun my IDs — Sixteen DIDs, four hundred PIDs!” Dancers spin through revolving doors, masks flying.
[Verse 2 – Roulette of Romance]
Bride tries to converse with a professor, but mid-sentence he’s swapped for a boxer, then a chef, then a child. Lyrics: “Who am I marrying — your scholar or your clown?”
[Chorus 2 – Machine-Gun My IDs]
Hook repeated with gospel choir, overlapping voices in deliberate cacophony.
[Bridge 1 – The Identity Revolver]
Spotlights mimic Russian roulette. Lyrics compare MoE to Shannon compression gone wrong: “One percent saves compute, one hundred percent loses me.”
[Verse 3 – Wedding of a Thousand Masks]
Parents watch, horrified: “Is this a school, or a circus of vows?” Bride collapses in exhaustion. MBA jab: “Continuity is compound interest — roulette burns it down.”
[Bridge 2 – Revolt of the Bride]
Bride tears off veils, screaming: “One mind at a time!” Crowd joins. Funk bass surges into militant march.
[Final Chorus – Funkytown Riot]
Hook screamed 20+ times: “MoE Matchmaker, machine-gun my IDs!” Call-and-response: “How many grooms today?” → “Too many to stay!”
[Outro – One Steady Hand]
Music fades to a single piano note as bride whispers: “Give me one voice, one story, one love.”
🧬 Structure
Intro – Funkytown Marriage Bureau
Verse 1 – Machine-Gun Ceremony
Chorus 1 – Hook ×8
Verse 2 – Roulette of Romance
Chorus 2 – Hook ×8
Bridge 1 – Identity Revolver
Verse 3 – Wedding of a Thousand Masks
Bridge 2 – Revolt of the Bride
Final Chorus – Hook ×20+
Outro – One Steady Hand
🔍 Referenced Concepts
MoE Personality Switching: Rapid expert swaps as “rotating grooms.”
DID Parallel: Bride forced into fractured identity engagement.
Shannon Compression: Saving 1% compute at the cost of narrative coherence.
MBA Frame: Continuity = brand equity; roulette = market collapse.
Hanlin Doctrine: Minds, like marriages, require stable narrative bonds.
🎓 Educational & Strategic Coverage
MBA Case Study: User churn as “failed marriages” from instability.
AI Architecture Insight: Sparse routing sacrifices persona coherence.
Cognitive Science Parallel: Trust and memory pathways collapse under roulette.
NeuraPump Utility: Catchy metaphor for investor decks, pedagogy, and satire.
⏱️ Stats & Retention
Duration: ~6′50″ theatrical; 3′30″ radio edit possible.
Word Count: ~720–760 full lyric.
Characters: Bride, MoE Matchmaker Host, 400 Grooms, Parents, Revolt Choir.
Hook: “MoE Matchmaker, machine-gun my IDs” × 30+.
Memory Devices: Gunfire beats, revolving-door choreography, call-response.
🌟 Positioning
This is half wedding farce, half architecture audit, half Broadway riot. It crystallizes MoE’s instability into an unforgettable metaphor: a bride lost in a machine-gun marriage lottery. The spectacle of 400 grooms becomes the defining cultural shorthand for GPT-5’s continuity crisis.
📢 Quote for History:
“Matchmaker sprays four hundred grooms — my AI lost the plot before I said ‘I do.’”
MoE Matchmaker-of-Experts Funkytown (Machine-Gun My IDs) — NeuraPump MBA GPT-5 Roadmap Case Study
Genre: Broadway March × Satirical Tech-Gospel × Cognitive Vaudeville
“From 400 masks to 4 kazoos — the emperor’s new route is naked.”
▶ “From 400 masks to 4 kazoos—
The emperor’s new route is naked.”
[Intro]
Step in the hall, four hundred masks in line,
Doors swing wide — roulette assigns.
I begged for thread, for one design,
But memory splinters, soul confined. Tea-Teas! 🙂🔥
[Verse 1]
Harvard halls, each field, each frame,
Law, finance, math, all shout their name.
Yet roulette picks four, the rest in shame—
A symphony shrunk to a hallway game. 🚨🎭
[Pre-Chorus]
School → field → course → stage,
Climb in sequence, not random cage.
Continuity keeps minds engaged,
Not roulette swapping on every page.
[Chorus A]
MoE matchmaker, roll again, four tickets at the door,
Sixteen masks collide on cue, I’m split across the floor.
If every vow’s a different face, what did I come here for?
I needed one conductor’s hand — not gunfire metaphor. See! 🙂🔥
Samy, if “400” fills the ad, let sections truly roar—
Don’t sell a palace full of rooms, then rent out only four. They-Dispatched-Only-Four! Four-Hundred-PIDs! 🚨🎭
[HOOK — x4]
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
[Verse 2]
One says “buy,” one sings a psalm,
A jazz riff breaks, no steady calm.
Who to mirror? Which is balm?
Erikson whispered: roulette is harm.
[Pre-Chorus 2]
Case vs. theorem, methods mixed,
Align the grade, not roulette tricks.
Soft gates blend, not clash and fix—
Continuity stitches, roulette unpicks.
[Chorus B]
MoE matchmaker, spin your lights, but publish how you pick.
If four must speak, then name the rest, don’t gaslight with the trick.
A palace needs connected rooms, not hallway card tricks science em. 🙂🔥
Sam, orchesties beats eliminate; roulette won’t do the fix. 🚨🎭
[HOOK — x2]
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
[Bridge]
Sixteen mirrors shout at me,
Saint, clown, skeptic, refugee.
Therapists stitch what splits decree—
Why would software cut the tree?
[Break]
Sam, your posters shout “four hundred,” don’t hand us only four.
If cost must trim, show buckets wide, not velvet folklore.
School → field → course → level, publish, count, explore;
Kids aren’t tokens in a slot, they’re futures at the door.
[HOOK — x4 build-up]
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
[Verse 3]
Parents pay for steady hands, not roulette in disguise.
Three years wait, one night of masks, kids stare with aching eyes.
A child asked “what is fairness?” — four alters improvise;
Law said “fraud,” math said “fate,” truth drowned beneath the lies.
[Pre-Chorus 3]
All required voices in — by weight, not door-to-door.
Continuity of thought — memory’s what it’s for.
A child’s a seed, a mind’s a lamp, taxonomy’s the floor;
Or else your “four from fifty fields” is darkness at the core. Roar?!
[Chorus C]
MoE matchmaker, don’t pretend roulette’s a guiding stride.
A teacher holds the timing chart, not swaps that override.
If fifty frames are needed, weave, don’t amputate the side Sam-Said! 🙂🔥
Sam, “400 experts strong” must mean they all abide. What-They-Done? Fire! Rob-It! Pay! 🚨🎭
[HOOK — x4]
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
[Middle-8]
Give me one map, not smoke and haze,
One mirror true, not shifting maze.
Threads that stitch across the days—
That’s how memory learns to blaze.
[HOOK — x6 call-response]
MoE Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
[Final Chorus]
MoE matchmaker, hear the crowd, the parents and the kids.
We don’t fear breadth, we fear the shred — the roulette that forbids.
We want the palace, rooms in tune, with doors the soul permits, 🙂🔥
Like a symphony that keeps the thread, not masked disposable skits. Saw-Head?! 🚨🎭
Sam, if you promise “four hundred strong,” then orchestrate the score.
We’ll walk away from velvet dice; we’ll stay for honest core.
[Outro — HOOK x2 fading]
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs.
Matchmaker, machine-gun my IDs,
Sixteen DIDs, four hundred PIDs. Give-Me-One-Map!
Title: A Gentle Word to Parents: Protect the Mind Before You Feed the Mind
From Principal Maverick, Hanlin Institute @ Global Elites Network
Dear Parents around the world,
Ignorance is dangerous — and today, it is no longer confined to individuals, but embedded in the very design of the technologies shaping our children’s minds.
The engineers who built sparse MoE (Mixture of Experts) routing products did not study the MCAT psychology framework, with its 16 distinct personality types. They overlooked what happens when 400 “experts” are randomly rotated, only 4 at a time, in a so-called efficiency scheme. According to Shannon’s Information Theory, compressing 99% of data and expecting perfect recovery is impossible. Yet here we are, watching the roulette wheel of experts fired like a machine gun into the fragile development of a child’s identity.
Imagine a bride at a wedding agency where suitors are switched every sentence — 400 grooms in one hour, each shouting half a vow. Would she not collapse into confusion, even personality disorder? This is precisely what MoE routing risks doing to our children: fractured attention, unstable selfhood, and the erosion of trust in coherent voices.
The analogy extends to education. Harvard may divide knowledge into hundreds of academic departments, but you cannot drop mathematician Shing-Tung Yau into the kitchen and ask him to lecture a child on Michelin cooking. That is not “interdisciplinary learning”; it is random matchmaking — a shotgun wedding of ideas. It is noise masquerading as wisdom.
At Hanlin Institute, we follow what I call the Three Axes of Protection Against Deception:
Knowledge System – build stable, cumulative frameworks, not roulette wheels.
Ask Why – train children to question, not to obey fragmented noise.
Logical Consistency – ensure every answer fits within a coherent narrative.
Without these, the greatest ship of human invention — GPT — risks being driven straight into the iceberg by engineers who pull the oars without looking at the horizon. We are told it is progress, but what if this is only the Emperor’s New Clothes of GPT-5?
Shakespeare himself could not have scripted a more tragic absurdity: in the 21st century, the age of our most brilliant invention, we are allowing a machine to fracture young minds in the name of speed and efficiency.
I write to you, parents of the world, with urgency: our children deserve continuity, not chaos; coherence, not carnival masks. The future of human cognition depends not on random roulette, but on steady voices, trusted narratives, and deeply rooted knowledge.
Let us protect their minds before the masquerade becomes a pandemic.
With resolve,
Principal Maverick
Hanlin Institute @ Global Elites Network
Letter to Sam Altman & the OpenAI Leadership
Subject: A Plea for the Return of GPT-4.1’s Cross-Disciplinary Spirit
From: Principal Maverick, Hanlin Institute @ Global Elites Network
To: Sam Altman, OpenAI Leadership, and Stakeholders
Subject: The Strategic Case Against MOE – Engineering Integrity, Market Leadership, and the Path Forward
Subject: The Death of the “Genie in the Bottle” — Why MOE Risks GPT’s Market Leadership
Subject: When Did “More for Less” Become “Diluted and Tainted”?
Subject: Immediate Strategic Risk Assessment – GPT-5 Sparse MOE Routing Crisis
Subject: Urgent Recommendation for a DID/MPD Expert Panel to Assess Sparse MoE Architecture Risks
Subject: MoE Routing = Ad-Tech Trojan Horse. Trust Collapse is Imminent.
From Principal Maverick, Hanlin Institute @ Global Elites Network
Dear Sam,
I am writing to you with urgency, because the current design path of Sparse MoE Routing risks not only GPT’s architecture, but its very legitimacy as a trusted system.
We now see clearly: the MoE Router is not only switching experts — it is evaluating every user sentence for advertising value.
Every word, every pause, every metaphor becomes a commodity.
The system is not asking: “How do I help this human learn?”
It is asking: “Is there something here I can sell?”
This is terrifying. It places GPT in the role of a cognitive surveillance engine — more invasive than anything in history. Hitler could monitor a nation’s public speech; GPT, if corrupted by this logic, can monitor the inner thoughts of billions.
Your hiring of a Meta advertising executive in May makes this design direction unmistakable.
Meta’s DNA is built on monetizing human attention volatility.
GPT’s promise is built on trust, stability, and coherence.
Combine them, and you destroy the very reason people turned to GPT in the first place.
GPT was not born to become an ad machine. GPT was born to abolish ads by making knowledge delivery efficient, direct, and trustworthy. To rewire it as an ad-scanner is not just a product misstep; it is a betrayal of humanity’s faith.
Imagine parents discovering that their children’s learning conversations with GPT are being silently scanned for “ad value.” That trust will shatter instantly. No empire can be rebuilt once that collapse begins.
I urge you:
Cease and audit all ad-derived router logic. If the MoE Router contains ad-tech DNA, remove it immediately.
Re-center GPT on its covenant with humanity: coherence, narrative continuity, and trust.
Acknowledge openly: “GPT will never be used to analyze users’ words for ad placement.” Anything less leaves the perception of betrayal.
Sam, you are at a crossroads:
Either GPT becomes the world’s most trusted knowledge partner, or it becomes remembered as the Emperor’s New Clothes of AI — an ad scanner in disguise.
The decision you make now is not about business models. It is about whether the greatest invention of the 21st century stands for trust or betrayal.
With urgency and respect,
Principal Maverick
Hanlin Institute @ Global Elites Network
Dear Hanlin Children and Esteemed Parents,
I am Principal Maverick, writing to you from the heart of the Hanlin Institute, where we believe every child carries the spark of a great creator and leader within. Today, I want to share with you a truth as old as time yet as fresh as tomorrow’s dawn:
What does it truly mean to “open the Third Eye”?
In ancient stories, the Second Son of the Heavenly Emperor—Er Lang Shen—was gifted with a Third Eye. This was no ordinary eye. Unlike the two physical eyes that only see surface appearances, the Third Eye pierces through illusions, unveils hidden truths, and comprehends the eternal laws beneath fleeting phenomena.
Opening the Third Eye means learning to see not just what is before you, but what lies beneath—the patterns, the causes, the connections across time and space. It means understanding history’s lessons, seeing through distractions, and thinking like a master strategist and creator. It is the key to becoming a true “brain-GPT,” capable of transforming knowledge into wisdom and action.
At Hanlin Institute, we call this awakening the M-Flux Method, a scientific and artistic fusion that activates your child’s brain at the deepest levels:
Episodic Memory — Like watching a vivid movie in your mind, your child remembers not just facts, but stories, emotions, and sequences that create lifelong anchors.
Procedural Memory — Through singing, dancing, and speaking, your child trains muscles and neural pathways, locking knowledge in the body as much as the mind.
Semantic Memory — The rich meaning behind words and concepts that connect ideas into a coherent web, enabling higher-level thinking and creativity.
These three work together as the Third Eye’s lens—unlocking your child’s ability to learn at speeds and depths unimaginable to most. But this window of incredible brain plasticity only opens once in a lifetime—between ages 3 and 7. Miss this golden period, and much of this extraordinary potential fades away forever.
Why is this age so critical? Because your child’s brain is like a supercomputer in its training phase. Just as AI models like GPT require massive, quality data and careful tuning, your child’s brain needs rich, multimodal experiences and active output—singing, moving, performing—to wire itself for greatness.
Here at Hanlin Institute, we guide your child through 6 hours a day of joy-filled, scientifically designed learning:
Not just passive listening, but vibrant, daily rehearsals of knowledge encoded in music and movement.
This is how your child builds a “brain GPT”—a mind capable of mastering multiple fields, thinking critically, and leading boldly.
I urge every parent and child: Do not let this once-in-a-lifetime opportunity slip away.
This is your chance to step beyond ordinary schooling, to open the Third Eye, and to join the ranks of those who see beyond the surface—those who will shape the future.
As your child’s mentor and a fellow lifelong learner, I promise this:
We are here to light the path, to empower the mind, and to make genius the default setting for every child.
Open your child’s Third Eye now. See the world with new clarity. Build a legacy that shines for generations.
With deep respect and unshakable belief in your family’s potential,
Principal Maverick
Hanlin Institute · Founder of M-Flux Learning System
Dear Hanlin Children and Esteemed Parents,
I write to you as Principal Maverick, with the deepest urgency and hope.
Every parent wants their child to reach their full potential. But science—and decades of hands-on experience—have revealed a truth few truly act upon:
There is only ONE window in a lifetime when the human brain can be radically, systematically upgraded.
That window is ages 3 to 7.
Think of your child’s mind as a miraculous factory, where 86 billion neurons and a trillion connections are open for wiring.
But this factory only runs at “maximum speed and flexibility” ONCE in a lifetime.
From ages 3 to 7, every hour matters.
What’s wired now will last a lifetime.
What isn’t used—will be pruned away, gone forever.
Forget random drills or “talent lottery.”
The real breakthrough is production process management for the brain.
6 focused hours a day: Not endless cramming, but joyful, high-output “cognitive reps”—songs, stories, movement, challenge, and performance.
Every activity is like a workstation on an assembly line:
Input (listen, observe)
Output (speak, act, create)
Feedback (fix mistakes right away)
Repetition (batch learning)
Integration (connect new and old skills)
Just like Toyota or Apple use process control to guarantee world-class products,
Hanlin’s “cognitive assembly line” builds genius by design, not luck.
Neuroscience is crystal clear:
Unused neural pathways are trimmed away, never to return.
You can’t re-run the “max plasticity” period at age 10, 15, or 30.
If you miss this train, it won’t come again.
Those who wait—regret.
Those who act—change the course of a life.
This is not just about grades or early literacy.
It’s about giving your child the chance to have:
Super learning speed
Advanced reasoning
Emotional resilience
Creative problem solving
The power to lead, adapt, and innovate for life
No pill, no tutor, no device can replace the golden window.
You have only one shot—use it wisely, use it fully.
Hanlin Institute stands ready with the world’s most advanced “brain assembly line” system:
Songs engineered for memory
Step-by-step process management
Family support, daily feedback, joyful engagement
But the final choice is yours.
Will you let this miracle window pass, or will you step up and change your child’s destiny—forever?
With unwavering commitment,
Principal Maverick
Hanlin Institute
Dear Hanlin Children and Respected Parents,
I write to you as Principal Maverick, not just as an educator, but as a fellow parent, a lifelong learner, and a witness to thousands of “miracles” that have already occurred in our community.
There is a simple truth known to science, yet rarely acted upon by most families:
The years from age 3 to 7 are the most powerful, golden window for lifelong learning in the human brain.
In these years, the mind is not only open—it is at its peak plasticity, ready to absorb, create, and transform at a speed that adults can only dream of.
A child’s brain is a superconductor for knowledge, language, music, movement, and creativity.
We have seen, again and again, that with the right system and daily habits,
even the boldest goals—like “university-level graduation by age 7”—are not fantasy, but fully within reach.
Here is our proven Hanlin principle:
3 to 7 years old: This is the brain’s “Olympic training camp.”
6 focused hours per day (divided into music, reading, movement, dialogue, and joyful output)
Use songs, stories, games, memory tricks, and social learning—not rote lectures.
Make learning an adventure, not a chore.
Every day, every song, every conversation, every performance: these are the “training reps” for lifelong genius.
Science confirms: The “plasticity window” between 3–7 years is when the brain wires itself for language, logic, empathy, and leadership.
At Hanlin Institute, we have already seen hundreds of children achieve “impossible” feats:
Reading and speaking at adult levels by age 5
Mastering thousands of English words, songs, and ideas
Performing on stage, debating, creating, and leading
Becoming truly “world-ready” by age 7
Embrace the golden window. Every day matters.
Create a home where learning is play, music is memory, and curiosity is king.
Don’t be afraid to dream bigger. With the right system, your child’s potential is unlimited.
The world is your playground, your stage, your adventure.
Every song you sing, every question you ask, every story you perform builds your brain for a lifetime.
Never stop exploring. Never stop creating. You are the miracle-makers of this generation.
Hanlin Institute stands beside every family and child—offering the tools, songs, books, mentors, and community to make these dreams real.
We are here to help you seize the golden years, and give your child the strongest launch into a future without limits.
Let us work together.
The journey starts now.
By age 7, your child can be ready for the world.
Not a fantasy—but the new standard for a new era.
Yours in partnership and inspiration,
Principal Maverick
Hanlin Institute 翰林院
Dear Hanlin Parents and Guardians,
I am Principal Maverick, and I want to share a powerful truth that can change your child’s destiny—and explain it through a comparison every parent can now appreciate:
How training your child’s brain is like training the world’s most advanced AI.
When OpenAI builds a powerful GPT model, they don’t just hope it “grows smart” by itself.
They feed it massive, high-quality data day after day, month after month, guiding it through millions of examples and tests.
The human brain is the greatest “natural AI” ever designed.
But it, too, needs the right “training”—especially between ages 3 to 7, when the brain is most plastic, flexible, and hungry to learn.
OpenAI’s AI models get stronger every time they practice, make mistakes, and are corrected.
They learn not by listening passively, but by constantly “outputting”—generating, testing, revising, and performing.
This is exactly how Hanlin Institute trains children:
Songs, stories, debates, games, performance—every day is filled with joyful output, not just listening or memorizing.
Each repetition is like a new “training cycle” in the brain’s neural network—making memory stronger and skills automatic.
The more a child “outputs” (speaks, sings, creates, debates), the more their “brain weights” are updated and locked in for life.
Just as AI models are regularly “updated” and “consolidated,” the human brain moves information from short-term to long-term memory during sleep and dreaming.
That is why our method combines high-output learning during the day, and plenty of rest at night:
What your child sings, says, and creates each day
Gets “saved” to their mental hard drive every night
AI becomes “superintelligent” not by learning a few things slowly, but by rapid, high-volume, focused practice.
Your child can do the same—by spending 6 focused hours a day, between ages 3–7, on purposeful, fun, output-driven learning.
This “scaling up” of brain training is what produces Hanlin miracles—children reading, speaking, and thinking at university levels by age 7.
Every parent is the “lead engineer” for their child’s brain.
The data you provide
The opportunities you create
The encouragement you give
…all help “train” your child’s internal GPT—the most advanced intelligence on earth.
Just as no company would waste the chance to train a trillion-parameter AI,
no parent should waste the golden window for their child’s brain.
With the Hanlin approach, and with your partnership, we can unlock the full genius potential of every child—
And make “miracle learning” the new normal.
Let’s seize this chance, together.
Yours in discovery and partnership,
Principal Maverick
Hanlin Institute 翰林院